Mingjia Yin

PhD student of USTC

mingjia-yin@mail.ustc.edu.cn

I am currently a PhD student under the advisory of Prof.Enhong Chen in School of Artificial Intelligence and Data Science, University of Science and Technology of China (USTC). My research interest includes Data-centric AI, Large Language Model, Data Mining, especially in Recommender Systems.

news

Aug 25, 2024	Our KDD2024 paper Dataset Regeneration for Sequential Recommendation is awarded the Best Student Paper Award!

selected publications

KDD2024

Dataset Regeneration for Sequential Recommendation

Mingjia Yin, Hao Wang, Wei Guo, and 5 more authors

In Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, KDD 2024, Barcelona, Spain, August 25-29, 2024, 2024

Best Student Paper DOI Bib Code Poster Slides

The award recognizes papers presented at the annual SIGKDD conference that advance the fundamental understanding of the field of knowledge discovery in data and data mining. Only one paper will be granted the award.

@inproceedings{DBLP:conf/kdd/YinW0LZZLC24,
  author = {Yin, Mingjia and Wang, Hao and Guo, Wei and Liu, Yong and Zhang, Suojuan and Zhao, Sirui and Lian, Defu and Chen, Enhong},
  editor = {Baeza{-}Yates, Ricardo and Bonchi, Francesco},
  title = {Dataset Regeneration for Sequential Recommendation},
  booktitle = {Proceedings of the 30th {ACM} {SIGKDD} Conference on Knowledge Discovery
                    and Data Mining, {KDD} 2024, Barcelona, Spain, August 25-29, 2024},
  pages = {3954--3965},
  publisher = {{ACM}},
  year = {2024},
  url = {https://doi.org/10.1145/3637528.3671841},
  doi = {10.1145/3637528.3671841},
  timestamp = {Sun, 08 Sep 2024 16:05:55 +0200},
  biburl = {https://dblp.org/rec/conf/kdd/YinW0LZZLC24.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org},
}

TOIS2024

MF-GSLAE: A Multi-Factor User Representation Pre-training Framework for Dual-Target Cross-Domain Recommendation

Hao Wang, Mingjia Yin, Luankang Zhang, and 2 more authors

ACM Transactions on Information Systems, 2024

DOI Bib Code

@article{wang2024mf,
  title = {MF-GSLAE: A Multi-Factor User Representation Pre-training Framework for Dual-Target Cross-Domain Recommendation},
  author = {Wang, Hao and Yin, Mingjia and Zhang, Luankang and Zhao, Sirui and Chen, Enhong},
  journal = {ACM Transactions on Information Systems},
  year = {2024},
  publisher = {ACM New York, NY},
  doi = {https://doi.org/10.1145/3690382},
}

Arixv

Entropy Law: The Story Behind Data Compression and LLM Performance

Mingjia Yin, Chuhan Wu, Yufei Wang, and 7 more authors

CoRR, 2024

DOI Bib Code

@article{DBLP:journals/corr/abs-2407-06645,
  author = {Yin, Mingjia and Wu, Chuhan and Wang, Yufei and Wang, Hao and Guo, Wei and Wang, Yasheng and Liu, Yong and Tang, Ruiming and Lian, Defu and Chen, Enhong},
  title = {Entropy Law: The Story Behind Data Compression and {LLM} Performance},
  journal = {CoRR},
  volume = {abs/2407.06645},
  year = {2024},
  url = {https://doi.org/10.48550/arXiv.2407.06645},
  doi = {10.48550/ARXIV.2407.06645},
  eprinttype = {arXiv},
  eprint = {2407.06645},
  timestamp = {Sun, 06 Oct 2024 21:25:24 +0200},
  biburl = {https://dblp.org/rec/journals/corr/abs-2407-06645.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org},
}

CIKM2023

APGL4SR: A Generic Framework with Adaptive and Personalized Global Collaborative Information in Sequential Recommendation

Mingjia Yin, Hao Wang, Xiang Xu, and 7 more authors

In Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, CIKM 2023, Birmingham, United Kingdom, October 21-25, 2023, 2023

DOI Bib Code

@inproceedings{DBLP:conf/cikm/YinWXWZGLTLC23,
  author = {Yin, Mingjia and Wang, Hao and Xu, Xiang and Wu, Likang and Zhao, Sirui and Guo, Wei and Liu, Yong and Tang, Ruiming and Lian, Defu and Chen, Enhong},
  editor = {Frommholz, Ingo and Hopfgartner, Frank and Lee, Mark and Oakes, Michael and Lalmas, Mounia and Zhang, Min and Santos, Rodrygo L. T.},
  title = {{APGL4SR:} {A} Generic Framework with Adaptive and Personalized Global
                    Collaborative Information in Sequential Recommendation},
  booktitle = {Proceedings of the 32nd {ACM} International Conference on Information
                    and Knowledge Management, {CIKM} 2023, Birmingham, United Kingdom,
                    October 21-25, 2023},
  pages = {3009--3019},
  publisher = {{ACM}},
  year = {2023},
  url = {https://doi.org/10.1145/3583780.3614781},
  doi = {10.1145/3583780.3614781},
  timestamp = {Fri, 24 Nov 2023 12:18:31 +0100},
  biburl = {https://dblp.org/rec/conf/cikm/YinWXWZGLTLC23.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org},
}